{"id":"W4388669109","doi":"10.1088/1742-6596/2633/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Astronautics; Aerospace; Engineering; Aeronautics; China; Globe; Aviation; Engineering management; Library science; Engineering ethics; Aerospace engineering; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001736659,0.001169991,0.0009152971,0.002569165,0.002953193,0.004843371,0.001865897,0.001669754,0.5820153],"category_scores_gemma":[0.01043192,0.000389829,0.0006947867,0.002232354,0.0007832854,0.003861938,0.002763201,0.003123521,0.4291572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002038401,"about_ca_system_score_gemma":0.00301089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003376234,"about_ca_topic_score_gemma":0.003614072,"domain_scores_codex":[0.9986291,0.0001994639,0.0001032288,0.0002701342,0.0006645806,0.0001335393],"domain_scores_gemma":[0.9950982,0.0006737824,0.0001837809,0.0004908181,0.002824313,0.000729076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003181186,0.00001748866,0.0001107011,0.0001102523,0.000002263428,0.000051087,0.0001239881,0.00005142173,0.0001068857,0.003936999,0.9579418,0.03751536],"study_design_scores_gemma":[0.000003288585,0.00001253271,0.0001962897,0.00008507546,0.000001238173,0.00005904047,0.0001148805,0.00002073737,0.00004891874,0.001268055,0.9981861,0.000003847562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001788325,0.00894178,0.006618196,0.02425141,0.09500028,0.0007055539,0.01551909,0.002654459,0.8445209],"genre_scores_gemma":[0.00676588,0.005275985,0.003313946,0.006091519,0.01309176,0.0003779058,0.01557368,0.001202987,0.9483064],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4179847,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688936405653916,"score_gpt":0.2497552243916832,"score_spread":0.222865860335144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}